https://github.com/thomasjungblut/pacman

q learning pacman
https://github.com/thomasjungblut/pacman

Last synced: 13 days ago
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q learning pacman

• Host: GitHub
• URL: https://github.com/thomasjungblut/pacman
• Owner: thomasjungblut
• License: apache-2.0
• Created: 2016-01-24T21:06:45.000Z (over 9 years ago)
• Default Branch: master
• Last Pushed: 2021-12-19T08:02:06.000Z (over 3 years ago)
• Last Synced: 2025-04-04T07:12:24.910Z (3 months ago)
• Language: Java
• Homepage: https://blog.thomasjungblut.com/
• Size: 191 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
Pacman

======

Simple 2D pacman in Java to test several AI things (search/planning/q-learning/machine learning). 

Note that my maze generation is a bit exotic, so it doesn't look like a real pacman ;-)

AI

--

Pacman (or QLearningAgent) learns an optimal pacman game policy over dozens of games and time.

While the smartest ghost will chase Pacman 20% of his turn times by constantly computing the shortest path (using A-Star).

Build

-----

It requires my graph library which needs to be installed independently:

[tjungblut-graph](https://github.com/thomasjungblut/tjungblut-graph "Thomas' nifty graph lib")

Maven and Java8 to compile.

To compile, simply run

> mvn clean install package

This will create a runnable client under the target folder.

Video

-----

[Youtube Video of Pacman QLearning](https://youtu.be/yEjf4vAJUjI "Youtube Video of Pacman QLearning")